Genetic Programming Based Ensemble System for Microarray Data Classification

Table 5

Experimental results for multiclass datasets.

Datasets	OVO					OVR
	GPES	DT	Random Forest	HARF	GA-ESP	GPES	DT	Random Forest	HARF	GA-ESP
Leukemia 1
	0.897 ± 0.006	0.941 ± 0.000	0.881 ± 0.061	0.923 ± 0.074	0.932 ± 0.010	0.965 ± 0.017	0.882 ± 0.000	0.917 ± 0.012	0.941 ± 0.019	0.903 ± 0.012
AAc	0.905 ± 0.004	0.960 ± 0.000	0.918 ± 0.040	0.949 ± 0.049	0.961 ± 0.007	0.976 ± 0.001	0.922 ± 0.000	0.944 ± 0.008	0.951 ± 0.012	0.938 ± 0.019
Leukemia 2
	0.933 ± 0.042	0.733 ± 0.000	0.934 ± 0.066	0.956 ± 0.011	0.935 ± 0.018	0.891 ± 0.046	0.773 ± 0.000	0.921 ± 0.050	0.925 ± 0.026	0.902 ± 0.014
AAc	0.956 ± 0.025	0.778 ± 0.000	0.953 ± 0.043	0.997 ± 0.008	0.978 ± 0.016	0.925 ± 0.028	0.882 ± 0.000	0.947 ± 0.033	0.940 ± 0.017	0.922 ± 0.008
Lung 1
	0.829 ± 0.029	0.668 ± 0.000	0.791 ± 0.017	0.817 ± 0.013	0.812 ± 0.025	0.822 ± 0.033	0.781 ± 0.000	0.771 ± 0.025	0.818 ± 0.036	0.802 ± 0.013
AAc	0.892 ± 0.024	0.792 ± 0.000	0.861 ± 0.011	0.869 ± 0.009	0.853 ± 0.013	0.881 ± 0.023	0.854 ± 0.000	0.847 ± 0.017	0.868 ± 0.026	0.865 ± 0.012
Lung 2
	0.948 ± 0.030	0.955 ± 0.000	0.950 ± 0.008	0.933 ± 0.013	0.942 ± 0.021	0.913 ± 0.013	0.851 ± 0.000	0.908 ± 0.014	0.946 ± 0.017	0.957 ± 0.013
AAc	0.979 ± 0.012	0.982 ± 0.000	0.980 ± 0.031	0.965 ± 0.009	0.953 ± 0.016	0.960 ± 0.007	0.940 ± 0.000	0.963 ± 0.006	0.964 ± 0.013	0.988 ± 0.014
Breast
	0.875 ± 0.026	0.700 ± 0.000	0.888 ± 0.027	0.860 ± 0.037	0.853 ± 0.020	0.821 ± 0.004	0.733 ± 0.000	0.844 ± 0.027	0.873 ± 0.037	0.888 ± 0.020
AAc	0.947 ± 0.014	0.880 ± 0.000	0.961 ± 0.002	0.946 ± 0.012	0.916 ± 0.009	0.915 ± 0.003	0.893 ± 0.000	0.949 ± 0.017	0.942 ± 0.015	0.912 ± 0.010
DLBCL
	0.967 ± 0.019	0.833 ± 0.000	0.935 ± 0.055	0.837 ± 0.007	0.932 ± 0.010	0.883 ± 0.032	0.833 ± 0.000	0.815 ± 0.071	0.803 ± 0.071	0.922 ± 0.013
AAc	0.989 ± 0.006	0.944 ± 0.000	0.972 ± 0.018	0.925 ± 0.024	0.958 ± 0.007	0.947 ± 0.011	0.944 ± 0.000	0.937 ± 0.023	0.923 ± 0.023	0.965 ± 0.009
Average
	0.908 ± 0.025	0.805 ± 0.000	0.897 ± 0.039	0.888 ± 0.026	0.901 ± 0.017	0.882 ± 0.024	0.809 ± 0.000	0.863 ± 0.033	0.884 ± 0.034	0.896 ± 0.014
AAc	0.945 ± 0.014	0.889 ± 0.000	0.941 ± 0.024	0.942 ± 0.018	0.937 ± 0.013	0.934 ± 0.012	0.906 ± 0.000	0.878 ± 0.055	0.931 ± 0.017	0.932 ± 0.012